Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 846 |
| Missing cells | 41 |
| Missing cells (%) | 0.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 168.7 KiB |
| Average record size in memory | 204.2 B |
Variable types
| Numeric | 18 |
|---|---|
| Categorical | 1 |
circularity is highly correlated with max.length_rectangularity and 1 other fields | High correlation |
distance_circularity is highly correlated with scatter_ratio and 1 other fields | High correlation |
scatter_ratio is highly correlated with distance_circularity and 4 other fields | High correlation |
elongatedness is highly correlated with distance_circularity and 4 other fields | High correlation |
pr.axis_rectangularity is highly correlated with scatter_ratio and 3 other fields | High correlation |
max.length_rectangularity is highly correlated with circularity | High correlation |
scaled_variance is highly correlated with scatter_ratio and 3 other fields | High correlation |
scaled_variance.1 is highly correlated with scatter_ratio and 3 other fields | High correlation |
scaled_radius_of_gyration is highly correlated with circularity | High correlation |
skewness_about has 77 (9.1%) zeros | Zeros |
skewness_about.1 has 30 (3.5%) zeros | Zeros |
Reproduction
| Analysis started | 2021-06-20 12:37:14.911002 |
|---|---|
| Analysis finished | 2021-06-20 12:38:24.206811 |
| Duration | 1 minute and 9.3 seconds |
| Software version | pandas-profiling v2.11.0 |
| Download configuration | config.yaml |
compactness
Real number (ℝ≥0)
| Distinct | 44 |
|---|---|
| Distinct (%) | 5.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93.678487 |
|---|---|
| Minimum | 73 |
| Maximum | 119 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 73 |
|---|---|
| 5-th percentile | 82 |
| Q1 | 87 |
| median | 93 |
| Q3 | 100 |
| 95-th percentile | 108 |
| Maximum | 119 |
| Range | 46 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 8.234474253 |
|---|---|
| Coefficient of variation (CV) | 0.08790144373 |
| Kurtosis | -0.5352753539 |
| Mean | 93.678487 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.3812706326 |
| Sum | 79252 |
| Variance | 67.80656623 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 89 | 60 | 7.1% |
| 86 | 48 | 5.7% |
| 93 | 45 | 5.3% |
| 85 | 45 | 5.3% |
| 90 | 42 | 5.0% |
| 91 | 39 | 4.6% |
| 94 | 35 | 4.1% |
| 88 | 34 | 4.0% |
| 97 | 30 | 3.5% |
| 98 | 30 | 3.5% |
| Other values (34) | 438 |
| Value | Count | Frequency (%) |
| 73 | 1 | 0.1% |
| 76 | 1 | 0.1% |
| 77 | 2 | 0.2% |
| 78 | 4 | 0.5% |
| 79 | 5 | 0.6% |
| 80 | 12 | |
| 81 | 13 | |
| 82 | 19 | |
| 83 | 17 | |
| 84 | 20 |
| Value | Count | Frequency (%) |
| 119 | 1 | 0.1% |
| 117 | 1 | 0.1% |
| 116 | 1 | 0.1% |
| 115 | 3 | 0.4% |
| 114 | 1 | 0.1% |
| 113 | 3 | 0.4% |
| 112 | 2 | 0.2% |
| 111 | 4 | 0.5% |
| 110 | 7 | |
| 109 | 14 |
| Distinct | 27 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 5 |
| Missing (%) | 0.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.82877527 |
|---|---|
| Minimum | 33 |
| Maximum | 59 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 33 |
|---|---|
| 5-th percentile | 36 |
| Q1 | 40 |
| median | 44 |
| Q3 | 49 |
| 95-th percentile | 55 |
| Maximum | 59 |
| Range | 26 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 6.152171862 |
|---|---|
| Coefficient of variation (CV) | 0.1372371167 |
| Kurtosis | -0.9229247533 |
| Mean | 44.82877527 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.2618093968 |
| Sum | 37701 |
| Variance | 37.84921862 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 43 | 59 | 7.0% |
| 45 | 58 | 6.9% |
| 44 | 50 | 5.9% |
| 46 | 48 | 5.7% |
| 42 | 47 | 5.6% |
| 38 | 47 | 5.6% |
| 40 | 42 | 5.0% |
| 39 | 42 | 5.0% |
| 37 | 42 | 5.0% |
| 36 | 41 | 4.8% |
| Other values (17) | 365 |
| Value | Count | Frequency (%) |
| 33 | 2 | 0.2% |
| 34 | 9 | 1.1% |
| 35 | 16 | 1.9% |
| 36 | 41 | |
| 37 | 42 | |
| 38 | 47 | |
| 39 | 42 | |
| 40 | 42 | |
| 41 | 35 | |
| 42 | 47 |
| Value | Count | Frequency (%) |
| 59 | 1 | 0.1% |
| 58 | 5 | 0.6% |
| 57 | 12 | 1.4% |
| 56 | 15 | 1.8% |
| 55 | 33 | |
| 54 | 39 | |
| 53 | 30 | |
| 52 | 28 | |
| 51 | 29 | |
| 50 | 16 |
| Distinct | 63 |
|---|---|
| Distinct (%) | 7.5% |
| Missing | 4 |
| Missing (%) | 0.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 82.11045131 |
|---|---|
| Minimum | 40 |
| Maximum | 112 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 40 |
|---|---|
| 5-th percentile | 58 |
| Q1 | 70 |
| median | 80 |
| Q3 | 98 |
| 95-th percentile | 107 |
| Maximum | 112 |
| Range | 72 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 15.77829181 |
|---|---|
| Coefficient of variation (CV) | 0.1921593604 |
| Kurtosis | -0.9772870801 |
| Mean | 82.11045131 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 0.1065848586 |
| Sum | 69137 |
| Variance | 248.9544923 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 66 | 46 | 5.4% |
| 70 | 41 | 4.8% |
| 68 | 29 | 3.4% |
| 103 | 28 | 3.3% |
| 85 | 27 | 3.2% |
| 101 | 27 | 3.2% |
| 105 | 26 | 3.1% |
| 77 | 25 | 3.0% |
| 72 | 25 | 3.0% |
| 98 | 25 | 3.0% |
| Other values (53) | 543 |
| Value | Count | Frequency (%) |
| 40 | 1 | 0.1% |
| 42 | 1 | 0.1% |
| 44 | 1 | 0.1% |
| 47 | 1 | 0.1% |
| 49 | 1 | 0.1% |
| 50 | 2 | 0.2% |
| 51 | 6 | |
| 52 | 2 | 0.2% |
| 53 | 9 | |
| 54 | 5 |
| Value | Count | Frequency (%) |
| 112 | 1 | 0.1% |
| 110 | 4 | 0.5% |
| 109 | 15 | |
| 108 | 17 | |
| 107 | 13 | |
| 106 | 12 | |
| 105 | 26 | |
| 104 | 21 | |
| 103 | 28 | |
| 102 | 6 | 0.7% |
radius_ratio
Real number (ℝ≥0)
| Distinct | 134 |
|---|---|
| Distinct (%) | 16.0% |
| Missing | 6 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 168.8880952 |
|---|---|
| Minimum | 104 |
| Maximum | 333 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 104 |
|---|---|
| 5-th percentile | 120 |
| Q1 | 141 |
| median | 167 |
| Q3 | 195 |
| 95-th percentile | 222 |
| Maximum | 333 |
| Range | 229 |
| Interquartile range (IQR) | 54 |
Descriptive statistics
| Standard deviation | 33.52019797 |
|---|---|
| Coefficient of variation (CV) | 0.1984757891 |
| Kurtosis | 0.3049212019 |
| Mean | 168.8880952 |
| Median Absolute Deviation (MAD) | 27 |
| Skewness | 0.3949776679 |
| Sum | 141866 |
| Variance | 1123.603672 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 197 | 17 | 2.0% |
| 162 | 15 | 1.8% |
| 169 | 13 | 1.5% |
| 125 | 13 | 1.5% |
| 139 | 12 | 1.4% |
| 199 | 12 | 1.4% |
| 186 | 12 | 1.4% |
| 130 | 12 | 1.4% |
| 150 | 12 | 1.4% |
| 136 | 11 | 1.3% |
| Other values (124) | 711 |
| Value | Count | Frequency (%) |
| 104 | 1 | 0.1% |
| 105 | 1 | 0.1% |
| 109 | 1 | 0.1% |
| 110 | 3 | |
| 111 | 4 | |
| 112 | 1 | 0.1% |
| 113 | 4 | |
| 114 | 4 | |
| 115 | 4 | |
| 116 | 7 |
| Value | Count | Frequency (%) |
| 333 | 1 | |
| 322 | 1 | |
| 306 | 1 | |
| 252 | 1 | |
| 250 | 1 | |
| 246 | 2 | |
| 238 | 1 | |
| 235 | 1 | |
| 234 | 2 | |
| 232 | 1 |
pr.axis_aspect_ratio
Real number (ℝ≥0)
| Distinct | 37 |
|---|---|
| Distinct (%) | 4.4% |
| Missing | 2 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 61.67890995 |
|---|---|
| Minimum | 47 |
| Maximum | 138 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 47 |
|---|---|
| 5-th percentile | 53 |
| Q1 | 57 |
| median | 61 |
| Q3 | 65 |
| 95-th percentile | 71 |
| Maximum | 138 |
| Range | 91 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 7.891463066 |
|---|---|
| Coefficient of variation (CV) | 0.1279442693 |
| Kurtosis | 29.88913462 |
| Mean | 61.67890995 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 3.830362075 |
| Sum | 52057 |
| Variance | 62.27518932 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 64 | 69 | 8.2% |
| 59 | 64 | 7.6% |
| 62 | 58 | 6.9% |
| 56 | 57 | 6.7% |
| 60 | 46 | 5.4% |
| 63 | 45 | 5.3% |
| 57 | 44 | 5.2% |
| 58 | 43 | 5.1% |
| 61 | 42 | 5.0% |
| 65 | 38 | 4.5% |
| Other values (27) | 338 |
| Value | Count | Frequency (%) |
| 47 | 2 | 0.2% |
| 48 | 4 | 0.5% |
| 49 | 3 | 0.4% |
| 50 | 5 | 0.6% |
| 51 | 11 | 1.3% |
| 52 | 14 | 1.7% |
| 53 | 27 | |
| 54 | 38 | |
| 55 | 37 | |
| 56 | 57 |
| Value | Count | Frequency (%) |
| 138 | 1 | 0.1% |
| 133 | 1 | 0.1% |
| 126 | 2 | 0.2% |
| 105 | 1 | 0.1% |
| 103 | 1 | 0.1% |
| 102 | 1 | 0.1% |
| 97 | 1 | 0.1% |
| 76 | 1 | 0.1% |
| 75 | 5 | |
| 74 | 9 |
max.length_aspect_ratio
Real number (ℝ≥0)
| Distinct | 21 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.567375887 |
|---|---|
| Minimum | 2 |
| Maximum | 55 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 7 |
| median | 8 |
| Q3 | 10 |
| 95-th percentile | 12 |
| Maximum | 55 |
| Range | 53 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 4.601216661 |
|---|---|
| Coefficient of variation (CV) | 0.5370625407 |
| Kurtosis | 58.37545547 |
| Mean | 8.567375887 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 6.778393619 |
| Sum | 7248 |
| Variance | 21.17119476 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 168 | |
| 6 | 132 | |
| 8 | 113 | |
| 10 | 112 | |
| 11 | 108 | |
| 9 | 94 | |
| 5 | 51 | 6.0% |
| 12 | 30 | 3.5% |
| 4 | 18 | 2.1% |
| 3 | 4 | 0.5% |
| Other values (11) | 16 | 1.9% |
| Value | Count | Frequency (%) |
| 2 | 1 | 0.1% |
| 3 | 4 | 0.5% |
| 4 | 18 | 2.1% |
| 5 | 51 | 6.0% |
| 6 | 132 | |
| 7 | 168 | |
| 8 | 113 | |
| 9 | 94 | |
| 10 | 112 | |
| 11 | 108 |
| Value | Count | Frequency (%) |
| 55 | 1 | 0.1% |
| 52 | 2 | |
| 49 | 2 | |
| 48 | 1 | 0.1% |
| 46 | 1 | 0.1% |
| 43 | 1 | 0.1% |
| 25 | 1 | 0.1% |
| 22 | 2 | |
| 19 | 1 | 0.1% |
| 13 | 3 |
| Distinct | 131 |
|---|---|
| Distinct (%) | 15.5% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 168.9017751 |
|---|---|
| Minimum | 112 |
| Maximum | 265 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 112 |
|---|---|
| 5-th percentile | 125.2 |
| Q1 | 147 |
| median | 157 |
| Q3 | 198 |
| 95-th percentile | 222 |
| Maximum | 265 |
| Range | 153 |
| Interquartile range (IQR) | 51 |
Descriptive statistics
| Standard deviation | 33.21484792 |
|---|---|
| Coefficient of variation (CV) | 0.1966518581 |
| Kurtosis | -0.6165699869 |
| Mean | 168.9017751 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 0.607270584 |
| Sum | 142722 |
| Variance | 1103.226122 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 150 | 35 | 4.1% |
| 151 | 29 | 3.4% |
| 149 | 29 | 3.4% |
| 157 | 21 | 2.5% |
| 152 | 19 | 2.2% |
| 148 | 18 | 2.1% |
| 153 | 17 | 2.0% |
| 155 | 16 | 1.9% |
| 147 | 14 | 1.7% |
| 154 | 14 | 1.7% |
| Other values (121) | 633 |
| Value | Count | Frequency (%) |
| 112 | 1 | 0.1% |
| 114 | 4 | |
| 115 | 2 | 0.2% |
| 116 | 3 | 0.4% |
| 117 | 2 | 0.2% |
| 118 | 5 | |
| 119 | 6 | |
| 120 | 3 | 0.4% |
| 121 | 1 | 0.1% |
| 122 | 8 |
| Value | Count | Frequency (%) |
| 265 | 1 | 0.1% |
| 262 | 1 | 0.1% |
| 261 | 1 | 0.1% |
| 260 | 1 | 0.1% |
| 257 | 3 | |
| 256 | 1 | 0.1% |
| 255 | 1 | 0.1% |
| 252 | 1 | 0.1% |
| 251 | 1 | 0.1% |
| 250 | 2 |
| Distinct | 35 |
|---|---|
| Distinct (%) | 4.1% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.93372781 |
|---|---|
| Minimum | 26 |
| Maximum | 61 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 26 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 33 |
| median | 43 |
| Q3 | 46 |
| 95-th percentile | 54 |
| Maximum | 61 |
| Range | 35 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 7.816185719 |
|---|---|
| Coefficient of variation (CV) | 0.1909473223 |
| Kurtosis | -0.8666008279 |
| Mean | 40.93372781 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.04784701482 |
| Sum | 34589 |
| Variance | 61.09275919 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 45 | 73 | 8.6% |
| 31 | 73 | 8.6% |
| 44 | 72 | 8.5% |
| 43 | 60 | 7.1% |
| 46 | 59 | 7.0% |
| 30 | 50 | 5.9% |
| 32 | 44 | 5.2% |
| 33 | 28 | 3.3% |
| 42 | 27 | 3.2% |
| 50 | 25 | 3.0% |
| Other values (25) | 334 |
| Value | Count | Frequency (%) |
| 26 | 10 | 1.2% |
| 27 | 7 | 0.8% |
| 28 | 7 | 0.8% |
| 29 | 2 | 0.2% |
| 30 | 50 | |
| 31 | 73 | |
| 32 | 44 | |
| 33 | 28 | 3.3% |
| 34 | 21 | 2.5% |
| 35 | 25 | 3.0% |
| Value | Count | Frequency (%) |
| 61 | 1 | 0.1% |
| 59 | 4 | 0.5% |
| 58 | 4 | 0.5% |
| 57 | 12 | |
| 56 | 6 | 0.7% |
| 55 | 10 | |
| 54 | 10 | |
| 53 | 10 | |
| 52 | 20 | |
| 51 | 18 |
| Distinct | 13 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 3 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.58244365 |
|---|---|
| Minimum | 17 |
| Maximum | 29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 17 |
|---|---|
| 5-th percentile | 17.1 |
| Q1 | 19 |
| median | 20 |
| Q3 | 23 |
| 95-th percentile | 25 |
| Maximum | 29 |
| Range | 12 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.592933061 |
|---|---|
| Coefficient of variation (CV) | 0.1259779016 |
| Kurtosis | -0.3905083833 |
| Mean | 20.58244365 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.7708887331 |
| Sum | 17351 |
| Variance | 6.72330186 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 19 | 237 | |
| 18 | 129 | |
| 20 | 116 | |
| 24 | 89 | 10.5% |
| 25 | 58 | 6.9% |
| 23 | 52 | 6.1% |
| 22 | 48 | 5.7% |
| 21 | 47 | 5.6% |
| 17 | 43 | 5.1% |
| 26 | 9 | 1.1% |
| Other values (3) | 15 | 1.8% |
| Value | Count | Frequency (%) |
| 17 | 43 | 5.1% |
| 18 | 129 | |
| 19 | 237 | |
| 20 | 116 | |
| 21 | 47 | 5.6% |
| 22 | 48 | 5.7% |
| 23 | 52 | 6.1% |
| 24 | 89 | 10.5% |
| 25 | 58 | 6.9% |
| 26 | 9 | 1.1% |
| Value | Count | Frequency (%) |
| 29 | 1 | 0.1% |
| 28 | 9 | 1.1% |
| 27 | 5 | 0.6% |
| 26 | 9 | 1.1% |
| 25 | 58 | |
| 24 | 89 | |
| 23 | 52 | |
| 22 | 48 | |
| 21 | 47 | |
| 20 | 116 |
| Distinct | 66 |
|---|---|
| Distinct (%) | 7.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 147.998818 |
|---|---|
| Minimum | 118 |
| Maximum | 188 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 118 |
|---|---|
| 5-th percentile | 126.25 |
| Q1 | 137 |
| median | 146 |
| Q3 | 159 |
| 95-th percentile | 173 |
| Maximum | 188 |
| Range | 70 |
| Interquartile range (IQR) | 22 |
Descriptive statistics
| Standard deviation | 14.51565157 |
|---|---|
| Coefficient of variation (CV) | 0.09807951018 |
| Kurtosis | -0.7700982384 |
| Mean | 147.998818 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 0.2563591641 |
| Sum | 125207 |
| Variance | 210.7041406 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 145 | 37 | 4.4% |
| 144 | 37 | 4.4% |
| 143 | 33 | 3.9% |
| 147 | 27 | 3.2% |
| 146 | 26 | 3.1% |
| 134 | 24 | 2.8% |
| 148 | 23 | 2.7% |
| 131 | 22 | 2.6% |
| 141 | 21 | 2.5% |
| 158 | 19 | 2.2% |
| Other values (56) | 577 |
| Value | Count | Frequency (%) |
| 118 | 2 | 0.2% |
| 119 | 2 | 0.2% |
| 120 | 1 | 0.1% |
| 121 | 2 | 0.2% |
| 122 | 3 | 0.4% |
| 123 | 3 | 0.4% |
| 124 | 8 | |
| 125 | 12 | |
| 126 | 10 | |
| 127 | 17 |
| Value | Count | Frequency (%) |
| 188 | 1 | 0.1% |
| 186 | 1 | 0.1% |
| 182 | 2 | 0.2% |
| 180 | 2 | 0.2% |
| 179 | 1 | 0.1% |
| 178 | 5 | |
| 177 | 6 | |
| 176 | 3 | 0.4% |
| 175 | 8 | |
| 174 | 7 |
| Distinct | 128 |
|---|---|
| Distinct (%) | 15.2% |
| Missing | 3 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 188.6310795 |
|---|---|
| Minimum | 130 |
| Maximum | 320 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 130 |
|---|---|
| 5-th percentile | 144 |
| Q1 | 167 |
| median | 179 |
| Q3 | 217 |
| 95-th percentile | 234 |
| Maximum | 320 |
| Range | 190 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 31.4110036 |
|---|---|
| Coefficient of variation (CV) | 0.1665208283 |
| Kurtosis | 0.1200714326 |
| Mean | 188.6310795 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 0.6515982489 |
| Sum | 159016 |
| Variance | 986.6511469 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 170 | 34 | 4.0% |
| 169 | 29 | 3.4% |
| 173 | 24 | 2.8% |
| 175 | 20 | 2.4% |
| 168 | 18 | 2.1% |
| 174 | 17 | 2.0% |
| 172 | 17 | 2.0% |
| 171 | 17 | 2.0% |
| 166 | 16 | 1.9% |
| 226 | 16 | 1.9% |
| Other values (118) | 635 |
| Value | Count | Frequency (%) |
| 130 | 1 | 0.1% |
| 131 | 1 | 0.1% |
| 132 | 1 | 0.1% |
| 134 | 1 | 0.1% |
| 135 | 6 | |
| 136 | 2 | 0.2% |
| 137 | 6 | |
| 138 | 3 | |
| 139 | 4 | |
| 140 | 4 |
| Value | Count | Frequency (%) |
| 320 | 1 | 0.1% |
| 288 | 1 | 0.1% |
| 287 | 1 | 0.1% |
| 285 | 3 | |
| 280 | 3 | |
| 278 | 1 | 0.1% |
| 275 | 2 | |
| 272 | 2 | |
| 269 | 2 | |
| 267 | 2 |
| Distinct | 422 |
|---|---|
| Distinct (%) | 50.0% |
| Missing | 2 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 439.4940758 |
|---|---|
| Minimum | 184 |
| Maximum | 1018 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 184 |
|---|---|
| 5-th percentile | 229 |
| Q1 | 318 |
| median | 363.5 |
| Q3 | 587 |
| 95-th percentile | 728 |
| Maximum | 1018 |
| Range | 834 |
| Interquartile range (IQR) | 269 |
Descriptive statistics
| Standard deviation | 176.6669027 |
|---|---|
| Coefficient of variation (CV) | 0.4019778932 |
| Kurtosis | -0.2038188741 |
| Mean | 439.4940758 |
| Median Absolute Deviation (MAD) | 94.5 |
| Skewness | 0.842033854 |
| Sum | 370933 |
| Variance | 31211.19451 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 327 | 8 | 0.9% |
| 333 | 8 | 0.9% |
| 330 | 8 | 0.9% |
| 325 | 7 | 0.8% |
| 322 | 7 | 0.8% |
| 367 | 7 | 0.8% |
| 341 | 7 | 0.8% |
| 331 | 7 | 0.8% |
| 354 | 7 | 0.8% |
| 332 | 7 | 0.8% |
| Other values (412) | 771 |
| Value | Count | Frequency (%) |
| 184 | 1 | |
| 191 | 1 | |
| 192 | 1 | |
| 193 | 1 | |
| 194 | 1 | |
| 195 | 1 | |
| 196 | 2 | |
| 197 | 1 | |
| 200 | 1 | |
| 203 | 2 |
| Value | Count | Frequency (%) |
| 1018 | 1 | |
| 998 | 1 | |
| 987 | 1 | |
| 982 | 1 | |
| 968 | 1 | |
| 966 | 1 | |
| 957 | 1 | |
| 956 | 1 | |
| 954 | 1 | |
| 928 | 2 |
| Distinct | 143 |
|---|---|
| Distinct (%) | 16.9% |
| Missing | 2 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 174.7097156 |
|---|---|
| Minimum | 109 |
| Maximum | 268 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 109 |
|---|---|
| 5-th percentile | 125 |
| Q1 | 149 |
| median | 173.5 |
| Q3 | 198 |
| 95-th percentile | 228.85 |
| Maximum | 268 |
| Range | 159 |
| Interquartile range (IQR) | 49 |
Descriptive statistics
| Standard deviation | 32.58480823 |
|---|---|
| Coefficient of variation (CV) | 0.1865082781 |
| Kurtosis | -0.4963362797 |
| Mean | 174.7097156 |
| Median Absolute Deviation (MAD) | 24.5 |
| Skewness | 0.2793173323 |
| Sum | 147455 |
| Variance | 1061.769728 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 186 | 24 | 2.8% |
| 171 | 20 | 2.4% |
| 176 | 19 | 2.2% |
| 174 | 16 | 1.9% |
| 185 | 15 | 1.8% |
| 173 | 15 | 1.8% |
| 214 | 15 | 1.8% |
| 172 | 14 | 1.7% |
| 177 | 13 | 1.5% |
| 139 | 13 | 1.5% |
| Other values (133) | 680 |
| Value | Count | Frequency (%) |
| 109 | 1 | 0.1% |
| 112 | 3 | |
| 113 | 1 | 0.1% |
| 114 | 1 | 0.1% |
| 115 | 2 | |
| 116 | 2 | |
| 117 | 3 | |
| 118 | 2 | |
| 119 | 4 | |
| 120 | 2 |
| Value | Count | Frequency (%) |
| 268 | 1 | 0.1% |
| 264 | 1 | 0.1% |
| 262 | 1 | 0.1% |
| 261 | 3 | |
| 260 | 1 | 0.1% |
| 257 | 1 | 0.1% |
| 255 | 1 | 0.1% |
| 253 | 1 | 0.1% |
| 250 | 2 | |
| 249 | 1 | 0.1% |
scaled_radius_of_gyration.1
Real number (ℝ≥0)
| Distinct | 39 |
|---|---|
| Distinct (%) | 4.6% |
| Missing | 4 |
| Missing (%) | 0.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 72.44774347 |
|---|---|
| Minimum | 59 |
| Maximum | 135 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 59 |
|---|---|
| 5-th percentile | 63 |
| Q1 | 67 |
| median | 71.5 |
| Q3 | 75 |
| 95-th percentile | 85 |
| Maximum | 135 |
| Range | 76 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 7.486190276 |
|---|---|
| Coefficient of variation (CV) | 0.1033322767 |
| Kurtosis | 11.45575924 |
| Mean | 72.44774347 |
| Median Absolute Deviation (MAD) | 4.5 |
| Skewness | 2.083496486 |
| Sum | 61001 |
| Variance | 56.04304484 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 72 | 75 | 8.9% |
| 71 | 68 | 8.0% |
| 67 | 53 | 6.3% |
| 74 | 53 | 6.3% |
| 70 | 52 | 6.1% |
| 73 | 46 | 5.4% |
| 69 | 44 | 5.2% |
| 66 | 40 | 4.7% |
| 68 | 39 | 4.6% |
| 75 | 38 | 4.5% |
| Other values (29) | 334 |
| Value | Count | Frequency (%) |
| 59 | 1 | 0.1% |
| 60 | 2 | 0.2% |
| 61 | 11 | 1.3% |
| 62 | 18 | 2.1% |
| 63 | 24 | |
| 64 | 38 | |
| 65 | 31 | |
| 66 | 40 | |
| 67 | 53 | |
| 68 | 39 |
| Value | Count | Frequency (%) |
| 135 | 1 | 0.1% |
| 127 | 1 | 0.1% |
| 119 | 1 | 0.1% |
| 118 | 1 | 0.1% |
| 99 | 1 | 0.1% |
| 97 | 1 | 0.1% |
| 91 | 1 | 0.1% |
| 90 | 2 | 0.2% |
| 89 | 1 | 0.1% |
| 88 | 5 |
| Distinct | 23 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 6 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.364285714 |
|---|---|
| Minimum | 0 |
| Maximum | 22 |
| Zeros | 77 |
| Zeros (%) | 9.1% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 6 |
| Q3 | 9 |
| 95-th percentile | 16 |
| Maximum | 22 |
| Range | 22 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 4.920649076 |
|---|---|
| Coefficient of variation (CV) | 0.7731659604 |
| Kurtosis | 0.09407657316 |
| Mean | 6.364285714 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.7765187098 |
| Sum | 5346 |
| Variance | 24.21278733 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 81 | 9.6% |
| 0 | 77 | 9.1% |
| 5 | 71 | 8.4% |
| 4 | 70 | 8.3% |
| 6 | 65 | 7.7% |
| 2 | 63 | 7.4% |
| 7 | 60 | 7.1% |
| 3 | 56 | 6.6% |
| 8 | 47 | 5.6% |
| 9 | 46 | 5.4% |
| Other values (13) | 204 |
| Value | Count | Frequency (%) |
| 0 | 77 | |
| 1 | 81 | |
| 2 | 63 | |
| 3 | 56 | |
| 4 | 70 | |
| 5 | 71 | |
| 6 | 65 | |
| 7 | 60 | |
| 8 | 47 | |
| 9 | 46 |
| Value | Count | Frequency (%) |
| 22 | 4 | 0.5% |
| 21 | 5 | 0.6% |
| 20 | 3 | 0.4% |
| 19 | 4 | 0.5% |
| 18 | 6 | 0.7% |
| 17 | 11 | |
| 16 | 11 | |
| 15 | 19 | |
| 14 | 18 | |
| 13 | 26 |
| Distinct | 41 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.60236686 |
|---|---|
| Minimum | 0 |
| Maximum | 41 |
| Zeros | 30 |
| Zeros (%) | 3.5% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5 |
| median | 11 |
| Q3 | 19 |
| 95-th percentile | 29 |
| Maximum | 41 |
| Range | 41 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 8.936081294 |
|---|---|
| Coefficient of variation (CV) | 0.7090796031 |
| Kurtosis | -0.1447277377 |
| Mean | 12.60236686 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.6880171692 |
| Sum | 10649 |
| Variance | 79.85354889 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 11 | 46 | 5.4% |
| 7 | 44 | 5.2% |
| 4 | 41 | 4.8% |
| 9 | 40 | 4.7% |
| 14 | 38 | 4.5% |
| 1 | 38 | 4.5% |
| 2 | 37 | 4.4% |
| 6 | 37 | 4.4% |
| 5 | 36 | 4.3% |
| 8 | 32 | 3.8% |
| Other values (31) | 456 |
| Value | Count | Frequency (%) |
| 0 | 30 | |
| 1 | 38 | |
| 2 | 37 | |
| 3 | 32 | |
| 4 | 41 | |
| 5 | 36 | |
| 6 | 37 | |
| 7 | 44 | |
| 8 | 32 | |
| 9 | 40 |
| Value | Count | Frequency (%) |
| 41 | 1 | 0.1% |
| 40 | 1 | 0.1% |
| 39 | 1 | 0.1% |
| 38 | 6 | |
| 36 | 3 | |
| 35 | 4 | |
| 34 | 1 | 0.1% |
| 33 | 5 | |
| 32 | 6 | |
| 31 | 5 |
skewness_about.2
Real number (ℝ≥0)
| Distinct | 30 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 188.9195266 |
|---|---|
| Minimum | 176 |
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 176 |
|---|---|
| 5-th percentile | 179.2 |
| Q1 | 184 |
| median | 188 |
| Q3 | 193 |
| 95-th percentile | 200 |
| Maximum | 206 |
| Range | 30 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 6.155809475 |
|---|---|
| Coefficient of variation (CV) | 0.03258429441 |
| Kurtosis | -0.5887584146 |
| Mean | 188.9195266 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.2493206901 |
| Sum | 159637 |
| Variance | 37.8939903 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 188 | 62 | 7.3% |
| 187 | 60 | 7.1% |
| 189 | 60 | 7.1% |
| 186 | 53 | 6.3% |
| 192 | 47 | 5.6% |
| 190 | 42 | 5.0% |
| 191 | 41 | 4.8% |
| 183 | 39 | 4.6% |
| 180 | 39 | 4.6% |
| 181 | 36 | 4.3% |
| Other values (20) | 366 |
| Value | Count | Frequency (%) |
| 176 | 3 | 0.4% |
| 177 | 5 | 0.6% |
| 178 | 4 | 0.5% |
| 179 | 31 | |
| 180 | 39 | |
| 181 | 36 | |
| 182 | 26 | |
| 183 | 39 | |
| 184 | 32 | |
| 185 | 34 |
| Value | Count | Frequency (%) |
| 206 | 1 | 0.1% |
| 204 | 2 | 0.2% |
| 203 | 7 | 0.8% |
| 202 | 8 | 0.9% |
| 201 | 17 | |
| 200 | 14 | |
| 199 | 19 | |
| 198 | 20 | |
| 197 | 24 | |
| 196 | 25 |
hollows_ratio
Real number (ℝ≥0)
| Distinct | 31 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 195.6323877 |
|---|---|
| Minimum | 181 |
| Maximum | 211 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 181 |
|---|---|
| 5-th percentile | 183 |
| Q1 | 190.25 |
| median | 197 |
| Q3 | 201 |
| 95-th percentile | 207 |
| Maximum | 211 |
| Range | 30 |
| Interquartile range (IQR) | 10.75 |
Descriptive statistics
| Standard deviation | 7.438797429 |
|---|---|
| Coefficient of variation (CV) | 0.03802436558 |
| Kurtosis | -0.8134350379 |
| Mean | 195.6323877 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.2263412803 |
| Sum | 165505 |
| Variance | 55.33570719 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 198 | 53 | 6.3% |
| 196 | 51 | 6.0% |
| 199 | 51 | 6.0% |
| 197 | 51 | 6.0% |
| 201 | 46 | 5.4% |
| 195 | 43 | 5.1% |
| 183 | 40 | 4.7% |
| 184 | 38 | 4.5% |
| 200 | 38 | 4.5% |
| 202 | 35 | 4.1% |
| Other values (21) | 400 |
| Value | Count | Frequency (%) |
| 181 | 2 | 0.2% |
| 182 | 25 | |
| 183 | 40 | |
| 184 | 38 | |
| 185 | 26 | |
| 186 | 16 | 1.9% |
| 187 | 19 | |
| 188 | 15 | 1.8% |
| 189 | 16 | 1.9% |
| 190 | 15 | 1.8% |
| Value | Count | Frequency (%) |
| 211 | 4 | 0.5% |
| 210 | 8 | 0.9% |
| 209 | 12 | 1.4% |
| 208 | 15 | |
| 207 | 12 | 1.4% |
| 206 | 23 | |
| 205 | 24 | |
| 204 | 27 | |
| 203 | 29 | |
| 202 | 35 |
class
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 49.7 KiB |
| car | |
|---|---|
| bus | |
| van |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2538 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | van |
|---|---|
| 2nd row | van |
| 3rd row | car |
| 4th row | van |
| 5th row | bus |
| Value | Count | Frequency (%) |
| car | 429 | |
| bus | 218 | |
| van | 199 |
| Value | Count | Frequency (%) |
| car | 429 | |
| bus | 218 | |
| van | 199 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 628 | |
| c | 429 | |
| r | 429 | |
| b | 218 | 8.6% |
| u | 218 | 8.6% |
| s | 218 | 8.6% |
| v | 199 | 7.8% |
| n | 199 | 7.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2538 |
Most frequent character per category
| Value | Count | Frequency (%) |
| a | 628 | |
| c | 429 | |
| r | 429 | |
| b | 218 | 8.6% |
| u | 218 | 8.6% |
| s | 218 | 8.6% |
| v | 199 | 7.8% |
| n | 199 | 7.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2538 |
Most frequent character per script
| Value | Count | Frequency (%) |
| a | 628 | |
| c | 429 | |
| r | 429 | |
| b | 218 | 8.6% |
| u | 218 | 8.6% |
| s | 218 | 8.6% |
| v | 199 | 7.8% |
| n | 199 | 7.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2538 |
Most frequent character per block
| Value | Count | Frequency (%) |
| a | 628 | |
| c | 429 | |
| r | 429 | |
| b | 218 | 8.6% |
| u | 218 | 8.6% |
| s | 218 | 8.6% |
| v | 199 | 7.8% |
| n | 199 | 7.8% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| compactness | circularity | distance_circularity | radius_ratio | pr.axis_aspect_ratio | max.length_aspect_ratio | scatter_ratio | elongatedness | pr.axis_rectangularity | max.length_rectangularity | scaled_variance | scaled_variance.1 | scaled_radius_of_gyration | scaled_radius_of_gyration.1 | skewness_about | skewness_about.1 | skewness_about.2 | hollows_ratio | class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 95 | 48.0 | 83.0 | 178.0 | 72.0 | 10 | 162.0 | 42.0 | 20.0 | 159 | 176.0 | 379.0 | 184.0 | 70.0 | 6.0 | 16.0 | 187.0 | 197 | van |
| 1 | 91 | 41.0 | 84.0 | 141.0 | 57.0 | 9 | 149.0 | 45.0 | 19.0 | 143 | 170.0 | 330.0 | 158.0 | 72.0 | 9.0 | 14.0 | 189.0 | 199 | van |
| 2 | 104 | 50.0 | 106.0 | 209.0 | 66.0 | 10 | 207.0 | 32.0 | 23.0 | 158 | 223.0 | 635.0 | 220.0 | 73.0 | 14.0 | 9.0 | 188.0 | 196 | car |
| 3 | 93 | 41.0 | 82.0 | 159.0 | 63.0 | 9 | 144.0 | 46.0 | 19.0 | 143 | 160.0 | 309.0 | 127.0 | 63.0 | 6.0 | 10.0 | 199.0 | 207 | van |
| 4 | 85 | 44.0 | 70.0 | 205.0 | 103.0 | 52 | 149.0 | 45.0 | 19.0 | 144 | 241.0 | 325.0 | 188.0 | 127.0 | 9.0 | 11.0 | 180.0 | 183 | bus |
| 5 | 107 | NaN | 106.0 | 172.0 | 50.0 | 6 | 255.0 | 26.0 | 28.0 | 169 | 280.0 | 957.0 | 264.0 | 85.0 | 5.0 | 9.0 | 181.0 | 183 | bus |
| 6 | 97 | 43.0 | 73.0 | 173.0 | 65.0 | 6 | 153.0 | 42.0 | 19.0 | 143 | 176.0 | 361.0 | 172.0 | 66.0 | 13.0 | 1.0 | 200.0 | 204 | bus |
| 7 | 90 | 43.0 | 66.0 | 157.0 | 65.0 | 9 | 137.0 | 48.0 | 18.0 | 146 | 162.0 | 281.0 | 164.0 | 67.0 | 3.0 | 3.0 | 193.0 | 202 | van |
| 8 | 86 | 34.0 | 62.0 | 140.0 | 61.0 | 7 | 122.0 | 54.0 | 17.0 | 127 | 141.0 | 223.0 | 112.0 | 64.0 | 2.0 | 14.0 | 200.0 | 208 | van |
| 9 | 93 | 44.0 | 98.0 | NaN | 62.0 | 11 | 183.0 | 36.0 | 22.0 | 146 | 202.0 | 505.0 | 152.0 | 64.0 | 4.0 | 14.0 | 195.0 | 204 | car |
Last rows
| compactness | circularity | distance_circularity | radius_ratio | pr.axis_aspect_ratio | max.length_aspect_ratio | scatter_ratio | elongatedness | pr.axis_rectangularity | max.length_rectangularity | scaled_variance | scaled_variance.1 | scaled_radius_of_gyration | scaled_radius_of_gyration.1 | skewness_about | skewness_about.1 | skewness_about.2 | hollows_ratio | class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 836 | 87 | 45.0 | 66.0 | 139.0 | 58.0 | 8 | 140.0 | 47.0 | 18.0 | 148 | 168.0 | 294.0 | 175.0 | 73.0 | 3.0 | 12.0 | 188.0 | 196 | van |
| 837 | 94 | 46.0 | 77.0 | 169.0 | 60.0 | 8 | 158.0 | 42.0 | 20.0 | 148 | 181.0 | 373.0 | 181.0 | 67.0 | 12.0 | 2.0 | 193.0 | 199 | car |
| 838 | 95 | 43.0 | 76.0 | 142.0 | 57.0 | 10 | 151.0 | 44.0 | 19.0 | 149 | 173.0 | 339.0 | 159.0 | 71.0 | 2.0 | 23.0 | 187.0 | 200 | van |
| 839 | 90 | 44.0 | 72.0 | 157.0 | 64.0 | 8 | 137.0 | 48.0 | 18.0 | 144 | 159.0 | 283.0 | 171.0 | 65.0 | 9.0 | 4.0 | 196.0 | 203 | van |
| 840 | 93 | 34.0 | 66.0 | 140.0 | 56.0 | 7 | 130.0 | 51.0 | 18.0 | 120 | 151.0 | 251.0 | 114.0 | 62.0 | 5.0 | 29.0 | 201.0 | 207 | car |
| 841 | 93 | 39.0 | 87.0 | 183.0 | 64.0 | 8 | 169.0 | 40.0 | 20.0 | 134 | 200.0 | 422.0 | 149.0 | 72.0 | 7.0 | 25.0 | 188.0 | 195 | car |
| 842 | 89 | 46.0 | 84.0 | 163.0 | 66.0 | 11 | 159.0 | 43.0 | 20.0 | 159 | 173.0 | 368.0 | 176.0 | 72.0 | 1.0 | 20.0 | 186.0 | 197 | van |
| 843 | 106 | 54.0 | 101.0 | 222.0 | 67.0 | 12 | 222.0 | 30.0 | 25.0 | 173 | 228.0 | 721.0 | 200.0 | 70.0 | 3.0 | 4.0 | 187.0 | 201 | car |
| 844 | 86 | 36.0 | 78.0 | 146.0 | 58.0 | 7 | 135.0 | 50.0 | 18.0 | 124 | 155.0 | 270.0 | 148.0 | 66.0 | 0.0 | 25.0 | 190.0 | 195 | car |
| 845 | 85 | 36.0 | 66.0 | 123.0 | 55.0 | 5 | 120.0 | 56.0 | 17.0 | 128 | 140.0 | 212.0 | 131.0 | 73.0 | 1.0 | 18.0 | 186.0 | 190 | van |